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Color Processing

Explore the sensation of color, from light wavelengths to spectral albedoes and cones. Learn about additive and subtractive color models like RGB and HSV, histogram equalization, and neighborhood processing techniques.

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Color Processing

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  1. Color Processing 15-463: Rendering and Image Processing Alexei Efros …with most figures shamelessly stolen from Forsyth & Ponce and Gonzalez & Woods

  2. Today • A Touch of Color

  3. The sensation of color is caused by the brain. Some ways to get this sensation include: Pressure on the eyelids Dreaming, hallucinations, etc. Main way to get it is the response of the visual system to the presence of light at various wavelengths. What causes this? Light could be produced in different amounts at different wavelengths (compare the sun and a fluorescent light bulb). Light could be differentially reflected (e.g. some pigments). It could be differentially refracted - (e.g. Newton’s prism) Wavelength dependent specular reflection - e.g. shiny copper penny (actually most metals). Flourescence - light at invisible wavelengths is absorbed and reemitted at visible wavelengths. Causes of color

  4. Some Measured Spectral Albedoes Spectral albedoes for several different leaves, with color names attached. Notice that different colours typically have different spectral albedo, but that different spectral albedoes may result in the same perceived color (compare the two whites). Spectral albedoes are typically quite smooth functions. Measurements by E.Koivisto.

  5. 3 cones (not quite RGB) S M L Why is M cone not midway but closer to L? Why 3? • How should one represent spectral albedo? • Distribution of light at various wavelengths (a histogram) • Then why do we represent color with a single R,G,B triplet? • No physical reason… • …but psychophysical:

  6. It’s all in your head • So, color is psychological • Most people have the same cones, but there are some people who don’t – the sky might not look blue to them (although they will call it “blue” nonetheless) • But many people (mostly men) are colorblind, missing 1,2 or 3 cones (can buy cheaper TVs) • Primary colors (R,G,B) related to cones, not physics • Describing Color • Brightness: overall intensity • Hue: dominant wavelength • Saturation: how much other stuff mixed in with hue • Hue + Saturation = Chromaticity • Almost like: sum, mean, and std. deviation…

  7. Additive and Subtractive Color

  8. CIE perceptual space Which colors can RGB monitor display?

  9. Monitor Gamut

  10. RGB color space • RGB cube • Easy for devices • But not perceptual • Where do the grays live? • Where is hue and saturation?

  11. HSV • Hue, Saturation, Value (Intensity) • RGB cube on its vertex • Decouples the three components (a bit) • Use rgb2hsv() and hsv2rgb() in Matlab

  12. Color Channels

  13. Color Point Processing

  14. White Balance White World / Gray World assumptions

  15. Histogram Equalization

  16. Neighborhood Processing (filtering) • Q: What happens if I reshuffle all pixels within the image? • A: It’s histogram won’t change. No point processing will be affected… • Need spatial information to capture this

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